{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `heatmap` plot\n",
    "\n",
    "This notebook is designed to demonstrate (and so document) how to use the `shap.plots.heatmap` function. It uses an XGBoost model trained on the classic UCI adult income dataset (which is a classification task to predict if people made over $50k annually in the 1990s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# train XGBoost model\n",
    "X, y = shap.datasets.adult()\n",
    "model = xgboost.XGBClassifier(n_estimators=100, max_depth=2).fit(X, y)\n",
    "\n",
    "# compute SHAP values\n",
    "explainer = shap.Explainer(model, X)\n",
    "shap_values = explainer(X[:1000])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Passing a matrix of SHAP values to the heatmap plot function creates a plot with the instances on the x-axis, the model inputs on the y-axis, and the SHAP values encoded on a color scale. By default the samples are ordered using `shap.order.hclust`, which orders the samples based on a hierarchical clustering by their explanation similarity. This results in samples that have the same model output for the same reason getting grouped together (such as people with a high impact from capital gain in the plot below).\n",
    "\n",
    "The output of the model is shown above the heatmap matrix (centered around the explaination's `.base_value`), and the global importance of each model input shown as a bar plot on the right hand side of the plot (by default this is the `shap.order.abs.mean` measure of overall importance)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 392,
       "width": 669
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.heatmap(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increasing the `max_display` parameter allows for more features to be shown:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x612 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 393,
       "width": 616
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.heatmap(shap_values, max_display=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing sort order and global feature importance values\n",
    "\n",
    "We can change the way the overall importance of features are measured (and so also their sort order) by passing a set of values to the `feature_values` parameter. By default `feature_values=shap.Explanation.abs.mean(0)`, but below we show how to instead sort by the maximum absolute value of a feature over all the samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 392,
       "width": 662
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.heatmap(shap_values, feature_values=shap_values.abs.max(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also control the ordering of the instances using the `instance_order` parameter. By default it is set to `shap.Explanation.hclust(0)` to group samples with similar explantions together. Below we show how sorting by the sum of the SHAP values over all features gives a complementary perspective on the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 392,
       "width": 662
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.heatmap(shap_values, instance_order=shap_values.sum(1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
